diff --git a/benchmarks/AutomaticDifferentiationSparse/BrusselatorSparseAD.jmd b/benchmarks/AutomaticDifferentiationSparse/BrusselatorSparseAD.jmd
new file mode 100644
index 000000000..6dbd76751
--- /dev/null
+++ b/benchmarks/AutomaticDifferentiationSparse/BrusselatorSparseAD.jmd
@@ -0,0 +1,169 @@
+---
+title: Sparse AD benchmarks
+author: Guillaume Dalle
+---
+
+```julia
+using ADTypes
+using LinearAlgebra, SparseArrays
+using BenchmarkTools, DataFrames
+import DifferentiationInterface as DI
+import SparseDiffTools as SDT
+using SparseConnectivityTracer: TracerSparsityDetector
+using SparseMatrixColorings: GreedyColoringAlgorithm
+using Symbolics: SymbolicsSparsityDetector
+using Test
+```
+
+## Definitions
+
+```julia
+const N = 32
+const xyd_brusselator = range(0; stop=1, length=N)
+const p = (3.4, 1.0, 10.0, step(xyd_brusselator))
+
+brusselator_f(x, y, t) = (((x - 0.3)^2 + (y - 0.6)^2) <= 0.1^2) * (t >= 1.1) * 5.0
+limit(a, N) =
+    if a == N + 1
+        1
+    elseif a == 0
+        N
+    else
+        a
+    end;
+```
+
+```julia
+function brusselator_2d_loop(du, u, p, t)
+    A, B, alpha, dx = p
+    alpha = alpha / dx^2
+    @inbounds for I in CartesianIndices((N, N))
+        i, j = Tuple(I)
+        x, y = xyd_brusselator[I[1]], xyd_brusselator[I[2]]
+        ip1, im1, jp1, jm1 = limit(i + 1, N),
+        limit(i - 1, N), limit(j + 1, N),
+        limit(j - 1, N)
+        du[i, j, 1] =
+            alpha *
+            (u[im1, j, 1] + u[ip1, j, 1] + u[i, jp1, 1] + u[i, jm1, 1] - 4u[i, j, 1]) +
+            B +
+            u[i, j, 1]^2 * u[i, j, 2] - (A + 1) * u[i, j, 1] + brusselator_f(x, y, t)
+        du[i, j, 2] =
+            alpha *
+            (u[im1, j, 2] + u[ip1, j, 2] + u[i, jp1, 2] + u[i, jm1, 2] - 4u[i, j, 2]) +
+            A * u[i, j, 1] - u[i, j, 1]^2 * u[i, j, 2]
+    end
+end;
+```
+
+```julia
+function init_brusselator_2d(xyd)
+    N = length(xyd)
+    u = zeros(N, N, 2)
+    for I in CartesianIndices((N, N))
+        x = xyd[I[1]]
+        y = xyd[I[2]]
+        u[I, 1] = 22 * (y * (1 - y))^(3 / 2)
+        u[I, 2] = 27 * (x * (1 - x))^(3 / 2)
+    end
+    return u
+end;
+```
+
+```julia
+x0 = init_brusselator_2d(xyd_brusselator);
+y0 = similar(x0);
+
+f!(y, x) = brusselator_2d_loop(y, x, p, 0.0);
+```
+
+## Sparsity detection
+
+```julia
+S1 = ADTypes.jacobian_sparsity(f!, y0, x0, TracerSparsityDetector())
+S2 = ADTypes.jacobian_sparsity(f!, y0, x0, SymbolicsSparsityDetector())
+@test S1 == S2
+```
+
+```julia
+td1 = @belapsed ADTypes.jacobian_sparsity($f!, $y0, $x0, TracerSparsityDetector())
+println("Sparsity detection with SparseConnectivityTracer: $td1 s")
+```
+
+```julia
+td2 = @belapsed ADTypes.jacobian_sparsity($f!, $y0, $x0, SymbolicsSparsityDetector())
+println("Sparsity detection with Symbolics: $td2 s")
+```
+
+```julia
+println("Speedup from new sparsity detection method (>1 is better): $(td2 / td1)")
+```
+
+## Coloring
+
+```julia
+S = S1
+c1 = ADTypes.column_coloring(S, GreedyColoringAlgorithm())
+c2 = SDT.matrix_colors(S)
+@test c1 == c2
+```
+
+```julia
+tc1 = @belapsed ADTypes.column_coloring($S, GreedyColoringAlgorithm())
+println("Coloring with SparseMatrixColorings: $tc1 s")
+```
+
+```julia
+tc2 = @belapsed SDT.matrix_colors($S)
+println("Coloring with SDT: $tc2 s")
+```
+
+```julia
+println("Speedup from new coloring method (>1 is better): $(tc2 / tc1)")
+```
+
+## Compressed differentiation
+
+```julia
+backend = AutoSparse(
+    AutoForwardDiff();
+    sparsity_detector=TracerSparsityDetector(),
+    coloring_algorithm=GreedyColoringAlgorithm(),
+);
+```
+
+```julia
+extras = DI.prepare_jacobian(f!, similar(y0), backend, x0);
+J1 = DI.jacobian!(f!, similar(y0), similar(S, eltype(x0)), backend, x0, extras)
+
+cache = SDT.sparse_jacobian_cache(
+    backend, SDT.JacPrototypeSparsityDetection(; jac_prototype=S), f!, similar(y0), x0
+);
+J2 = SDT.sparse_jacobian!(similar(S, eltype(x0)), backend, cache, f!, similar(y0), x0)
+
+@test J1 == J2
+```
+
+```julia
+tj1 = @belapsed DI.jacobian!($f!, _y, _J, $backend, $x0, _extras) evals = 1 samples = 100 setup = (
+    _y = similar(y0);
+    _J = similar(S, eltype(x0));
+    _extras = DI.prepare_jacobian(f!, similar(y0), backend, x0)
+)
+println("Jacobian with DifferentiationInterface: $tj1 s")
+```
+
+```julia
+tj2 = @belapsed SDT.sparse_jacobian!(_J, $backend, _cache, $f!, _y, x0) evals = 1 samples = 100 setup = (
+    _y = similar(y0);
+    _J = similar(S, eltype(x0));
+    _cache = SDT.sparse_jacobian_cache(
+        backend, SDT.JacPrototypeSparsityDetection(; jac_prototype=S), f!, similar(y0), x0
+    )
+)
+println("Jacobian with SparseDiffTools: $tj2 s")
+```
+
+```julia
+println("Speedup from new differentiation method (>1 is better): $(tj2 / tj1)")
+```
\ No newline at end of file
diff --git a/benchmarks/AutomaticDifferentiationSparse/Manifest.toml b/benchmarks/AutomaticDifferentiationSparse/Manifest.toml
new file mode 100644
index 000000000..bf5b602ae
--- /dev/null
+++ b/benchmarks/AutomaticDifferentiationSparse/Manifest.toml
@@ -0,0 +1,1214 @@
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+[[deps.Zlib_jll]]
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+
+[[deps.Zygote]]
+deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "19c586905e78a26f7e4e97f81716057bd6b1bc54"
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+    [deps.Zygote.extensions]
+    ZygoteColorsExt = "Colors"
+    ZygoteDistancesExt = "Distances"
+    ZygoteTrackerExt = "Tracker"
+
+    [deps.Zygote.weakdeps]
+    Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
+    Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
+    Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
+
+[[deps.ZygoteRules]]
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+[[deps.libblastrampoline_jll]]
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+[[deps.nghttp2_jll]]
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+[[deps.p7zip_jll]]
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diff --git a/benchmarks/AutomaticDifferentiationSparse/Project.toml b/benchmarks/AutomaticDifferentiationSparse/Project.toml
new file mode 100644
index 000000000..593c3533c
--- /dev/null
+++ b/benchmarks/AutomaticDifferentiationSparse/Project.toml
@@ -0,0 +1,14 @@
+[deps]
+ADTypes = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
+BenchmarkTools = "6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf"
+DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+DifferentiationInterface = "a0c0ee7d-e4b9-4e03-894e-1c5f64a51d63"
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+LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
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+Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
+Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"